Enhancing performance prediction robustness by combining analytical modeling and machine learning

D Didona, F Quaglia, P Romano, E Torre - Proceedings of the 6th ACM …, 2015 - dl.acm.org
Classical approaches to performance prediction rely on two, typically antithetic, techniques:
Machine Learning (ML) and Analytical Modeling (AM). ML takes a black box approach …

Nova-LSM: a distributed, component-based LSM-tree key-value store

H Huang, S Ghandeharizadeh - … of the 2021 International Conference on …, 2021 - dl.acm.org
The cloud infrastructure motivates disaggregation of monolithic data stores into components
that are assembled together based on an application's workload. This study investigates …

CHARM: A cost-efficient multi-cloud data hosting scheme with high availability

Q Zhang, S Li, Z Li, Y Xing, Z Yang… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Nowadays, more and more enterprises and organizations are hosting their data into the
cloud, in order to reduce the IT maintenance cost and enhance the data reliability. However …

Cake: enabling high-level SLOs on shared storage systems

A Wang, S Venkataraman, S Alspaugh, R Katz… - Proceedings of the …, 2012 - dl.acm.org
Cake is a coordinated, multi-resource scheduler for shared distributed storage environments
with the goal of achieving both high throughput and bounded latency. Cake uses a two-level …

Efficient decision-making under uncertainty for proactive self-adaptation

GA Moreno, J Cámara, D Garlan… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
Proactive latency-aware adaptation is an approach for self-adaptive systems that improves
over reactive adaptation by considering both the current and anticipated adaptation needs of …

Automatic photo-to-terrain alignment for the annotation of mountain pictures

L Baboud, M Čadík, E Eisemann, HP Seidel - CVPR 2011, 2011 - ieeexplore.ieee.org
We present a system for the annotation and augmentation of mountain photographs. The
key issue resides in the registration of a given photograph with a 3D geo-referenced terrain …

Clay: Fine-grained adaptive partitioning for general database schemas

M Serafini, R Taft, AJ Elmore, A Pavlo… - Proceedings of the …, 2016 - dl.acm.org
Transaction processing database management systems (DBMSs) are critical for today's data-
intensive applications because they enable an organization to quickly ingest and query new …

Managing tail latency in datacenter-scale file systems under production constraints

PA Misra, MF Borge, Í Goiri, AR Lebeck… - Proceedings of the …, 2019 - dl.acm.org
Distributed file systems often exhibit high tail latencies, especially in large-scale datacenters
and in the presence of competing (and possibly higher priority) workloads. This paper …

Exploring performance characteristics of the optane 3d xpoint storage technology

J Yang, B Li, DJ Lilja - ACM Transactions on Modeling and Performance …, 2020 - dl.acm.org
Intel's Optane solid-state nonvolatile storage device is constructed using their new 3D Xpoint
technology. Although it is claimed that this technology can deliver substantial performance …

Automated demand-driven resource scaling in relational database-as-a-service

S Das, F Li, VR Narasayya, AC König - Proceedings of the 2016 …, 2016 - dl.acm.org
Relational Database-as-a-Service (DaaS) platforms today support the abstraction of a
resource container that guarantees a fixed amount of resources. Tenants are responsible for …